{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from hfnet.datasets.sfm import Sfm\n",
    "from hfnet.evaluation.loaders import sift_loader, export_loader, fast_loader, harris_loader\n",
    "from hfnet.evaluation.local_descriptors import evaluate\n",
    "from hfnet.utils import tools\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[01/10/2019 15:07:58 INFO] SfM sequence british_museum contains 50 pairs\n",
      "[01/10/2019 15:08:01 INFO] SfM sequence florence_cathedral_side contains 50 pairs\n",
      "[01/10/2019 15:08:26 INFO] SfM sequence lincoln_memorial_statue contains 50 pairs\n",
      "[01/10/2019 15:08:46 INFO] SfM sequence london_bridge contains 50 pairs\n",
      "[01/10/2019 15:08:50 INFO] SfM sequence milan_cathedral contains 50 pairs\n",
      "[01/10/2019 15:08:55 INFO] SfM sequence mount_rushmore contains 50 pairs\n",
      "[01/10/2019 15:09:03 INFO] SfM sequence piazza_san_marco contains 50 pairs\n",
      "[01/10/2019 15:09:04 INFO] No EXIF data for sequence reichstag\n",
      "[01/10/2019 15:09:04 INFO] SfM sequence reichstag contains 50 pairs\n",
      "[01/10/2019 15:09:19 INFO] SfM sequence sagrada_familia contains 50 pairs\n",
      "[01/10/2019 15:09:38 INFO] SfM sequence st_pauls_cathedral contains 50 pairs\n"
     ]
    }
   ],
   "source": [
    "config = {\n",
    "    'sequences': ['british_museum', 'london_bridge', 'milan_cathedral','mount_rushmore', \n",
    "                  'piazza_san_marco', 'reichstag', 'st_pauls_cathedral',\n",
    "                  'florence_cathedral_side', 'lincoln_memorial_statue', 'sagrada_familia'],\n",
    "    'make_pairs': True, 'shuffle': True, 'pair_thresh': 0.4, 'max_num_pairs': 50,\n",
    "    'preprocessing': {'upright': True},\n",
    "}\n",
    "dataset = Sfm(**config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_configs = {\n",
    "    'sift': {\n",
    "        'predictor': sift_loader,\n",
    "        'root': True,\n",
    "    },\n",
    "    'superpoint': {\n",
    "        'experiment': 'super_point_pytorch/sfm_upright',\n",
    "        'predictor': export_loader,\n",
    "        'do_nms': True,\n",
    "        'nms_thresh': 4,\n",
    "        'remove_borders': 4,\n",
    "        'binarize': False,\n",
    "    },\n",
    "    'superpoint_harris-kpts': {\n",
    "        'experiment': 'super_point_pytorch/sfm_upright',\n",
    "        'predictor': export_loader,\n",
    "        'keypoint_predictor': harris_loader,\n",
    "        'keypoint_config': {\n",
    "                'do_nms': True,\n",
    "                'nms_thresh': 4,\n",
    "        },\n",
    "        'binarize': False,\n",
    "    },\n",
    "    'doap': {\n",
    "        'experiment': 'doap/sfm_upright_hpatches_ST-dense',\n",
    "        'predictor': export_loader,\n",
    "        'keypoint_predictor': export_loader,\n",
    "        'keypoint_config': {\n",
    "            'experiment': 'super_point_pytorch/sfm_upright',\n",
    "            'do_nms': True,\n",
    "            'nms_thresh': 4,\n",
    "            'remove_borders': 4,\n",
    "        },\n",
    "        'binarize': False,\n",
    "    },  \n",
    "    'netvlad_conv3-3': {\n",
    "        'experiment': 'netvlad/sfm_upright',\n",
    "        'predictor': export_loader,\n",
    "        'keypoint_predictor': export_loader,\n",
    "        'keypoint_config': {\n",
    "            'experiment': 'super_point_pytorch/sfm_upright',\n",
    "            'do_nms': True,\n",
    "            'nms_thresh': 4,\n",
    "            'remove_borders': 4,\n",
    "        },\n",
    "        'binarize': False,\n",
    "    },\n",
    "    'lfnet': {\n",
    "        'experiment': 'lfnet/sfm_upright_kpts-1000',\n",
    "        'predictor': export_loader,\n",
    "    },\n",
    "}\n",
    "eval_config = {\n",
    "    'num_features': 1000,\n",
    "    'do_ratio_test': True,\n",
    "    'correct_match_thresh': 5,\n",
    "    'correct_trans_thresh': 3,\n",
    "    'correct_rot_thresh': 1,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "methods = ['sift', 'lfnet', 'superpoint', 'superpoint_harris-kpts', 'doap', 'netvlad_conv3-3']\n",
    "configs = {m: all_configs[m] for m in methods}\n",
    "pose_recalls, nn_pr = {}, {}\n",
    "for method, config in configs.items():\n",
    "    config = tools.dict_update(config, eval_config)\n",
    "    data_iter = dataset.get_test_set()\n",
    "    metrics, nn_precision, nn_recall, distances, pose_recall = evaluate(data_iter, config, is_2d=False)\n",
    "    \n",
    "    print('> {}'.format(method))\n",
    "    for k, v in metrics.items():\n",
    "        print('{:<25} {:.3f}'.format(k, v))\n",
    "    print(config)\n",
    "    \n",
    "    pose_recalls[method] = pose_recall\n",
    "    nn_pr[method] = (nn_precision, nn_recall, distances)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "500it [03:26,  3.15it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> sift\n",
      "average_num_keypoints     1000.000\n",
      "matching_score            0.199\n",
      "pose_correctness          0.700\n",
      "mAP                       0.236\n",
      "{'predictor': <function sift_loader at 0x2aab18ef09d8>, 'root': True, 'num_features': 1000, 'do_ratio_test': True, 'correct_match_thresh': 5, 'correct_trans_thresh': 3, 'correct_rot_thresh': 1}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "500it [01:31,  7.01it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> lfnet\n",
      "average_num_keypoints     1000.000\n",
      "matching_score            0.221\n",
      "pose_correctness          0.676\n",
      "mAP                       0.207\n",
      "{'experiment': 'lfnet/colmap_upright_kpts-1000', 'predictor': <function export_loader at 0x2aab1b1af620>, 'num_features': 1000, 'do_ratio_test': True, 'correct_match_thresh': 5, 'correct_trans_thresh': 3, 'correct_rot_thresh': 1}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "500it [02:30,  3.42it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> superpoint\n",
      "average_num_keypoints     825.976\n",
      "matching_score            0.418\n",
      "pose_correctness          0.794\n",
      "mAP                       0.488\n",
      "{'experiment': 'super_point_pytorch/colmap_upright', 'predictor': <function export_loader at 0x2aab1b1af620>, 'do_nms': True, 'nms_thresh': 4, 'remove_borders': 4, 'binarize': False, 'num_features': 1000, 'do_ratio_test': True, 'correct_match_thresh': 5, 'correct_trans_thresh': 3, 'correct_rot_thresh': 1}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "500it [03:26,  3.12it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> superpoint_harris-kpts\n",
      "average_num_keypoints     978.754\n",
      "matching_score            0.404\n",
      "pose_correctness          0.684\n",
      "mAP                       0.397\n",
      "{'experiment': 'super_point_pytorch/colmap_upright', 'predictor': <function export_loader at 0x2aab1b1af620>, 'keypoint_predictor': <function harris_loader at 0x2aab1b1af598>, 'keypoint_config': {'do_nms': True, 'nms_thresh': 4, 'keypoint_predictor': None}, 'binarize': False, 'num_features': 1000, 'do_ratio_test': True, 'correct_match_thresh': 5, 'correct_trans_thresh': 3, 'correct_rot_thresh': 1}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "500it [03:13,  2.90it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> doap\n",
      "average_num_keypoints     825.976\n",
      "matching_score            0.448\n",
      "pose_correctness          0.838\n",
      "mAP                       0.554\n",
      "{'experiment': 'doap/colmap_upright_hpatches_ST-dense', 'predictor': <function export_loader at 0x2aab1b1af620>, 'keypoint_predictor': <function export_loader at 0x2aab1b1af620>, 'keypoint_config': {'experiment': 'super_point_pytorch/colmap_upright', 'do_nms': True, 'nms_thresh': 4, 'remove_borders': 4, 'keypoint_predictor': None}, 'binarize': False, 'num_features': 1000, 'do_ratio_test': True, 'correct_match_thresh': 5, 'correct_trans_thresh': 3, 'correct_rot_thresh': 1}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "420it [04:11,  2.19it/s]/cluster/home/psarlin/HF-Net/hfnet/evaluation/utils/misc.py:15: RuntimeWarning: invalid value encountered in arccos\n",
      "  return np.rad2deg(np.abs(np.arccos(cos)))\n",
      "500it [04:52,  1.86it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> netvlad_conv3-3\n",
      "average_num_keypoints     825.976\n",
      "matching_score            0.374\n",
      "pose_correctness          0.800\n",
      "mAP                       0.423\n",
      "{'experiment': 'netvlad/colmap_upright', 'predictor': <function export_loader at 0x2aab1b1af620>, 'keypoint_predictor': <function export_loader at 0x2aab1b1af620>, 'keypoint_config': {'experiment': 'super_point_pytorch/colmap_upright', 'do_nms': True, 'nms_thresh': 4, 'remove_borders': 4, 'keypoint_predictor': None}, 'binarize': False, 'num_features': 1000, 'do_ratio_test': True, 'correct_match_thresh': 5, 'correct_trans_thresh': 3, 'correct_rot_thresh': 1}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# NMS=4, N=1000, t_thresh=3, rot_thresh=1, match_thresh=5, all, upright"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "500it [03:38,  2.76it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> sift\n",
      "average_num_keypoints     1000.000\n",
      "matching_score            0.199\n",
      "pose_correctness          0.706\n",
      "mAP                       0.236\n",
      "{'predictor': <function sift_loader at 0x2aab18ef09d8>, 'root': True, 'num_features': 1000, 'do_ratio_test': True, 'correct_match_thresh': 5, 'correct_trans_thresh': 3, 'correct_rot_thresh': 1}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "500it [01:30,  7.33it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> lfnet\n",
      "average_num_keypoints     1000.000\n",
      "matching_score            0.217\n",
      "pose_correctness          0.664\n",
      "mAP                       0.199\n",
      "{'experiment': 'lfnet/colmap_all_kpts-1000', 'predictor': <function export_loader at 0x2aab1b1af620>, 'num_features': 1000, 'do_ratio_test': True, 'correct_match_thresh': 5, 'correct_trans_thresh': 3, 'correct_rot_thresh': 1}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "500it [02:21,  3.76it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> superpoint\n",
      "average_num_keypoints     825.813\n",
      "matching_score            0.390\n",
      "pose_correctness          0.738\n",
      "mAP                       0.450\n",
      "{'experiment': 'super_point_pytorch/colmap', 'predictor': <function export_loader at 0x2aab1b1af620>, 'do_nms': True, 'nms_thresh': 4, 'remove_borders': 4, 'binarize': False, 'num_features': 1000, 'do_ratio_test': True, 'correct_match_thresh': 5, 'correct_trans_thresh': 3, 'correct_rot_thresh': 1}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "500it [03:30,  3.25it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> superpoint_harris-kpts\n",
      "average_num_keypoints     978.754\n",
      "matching_score            0.374\n",
      "pose_correctness          0.628\n",
      "mAP                       0.360\n",
      "{'experiment': 'super_point_pytorch/colmap', 'predictor': <function export_loader at 0x2aab1b1af620>, 'keypoint_predictor': <function harris_loader at 0x2aab1b1af598>, 'keypoint_config': {'do_nms': True, 'nms_thresh': 4, 'keypoint_predictor': None}, 'binarize': False, 'num_features': 1000, 'do_ratio_test': True, 'correct_match_thresh': 5, 'correct_trans_thresh': 3, 'correct_rot_thresh': 1}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "500it [03:05,  2.71it/s]\n",
      "0it [00:00, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> doap\n",
      "average_num_keypoints     825.813\n",
      "matching_score            0.419\n",
      "pose_correctness          0.782\n",
      "mAP                       0.514\n",
      "{'experiment': 'doap/colmap_hpatches_ST-dense', 'predictor': <function export_loader at 0x2aab1b1af620>, 'keypoint_predictor': <function export_loader at 0x2aab1b1af620>, 'keypoint_config': {'experiment': 'super_point_pytorch/colmap', 'do_nms': True, 'nms_thresh': 4, 'remove_borders': 4, 'keypoint_predictor': None}, 'binarize': False, 'num_features': 1000, 'do_ratio_test': True, 'correct_match_thresh': 5, 'correct_trans_thresh': 3, 'correct_rot_thresh': 1}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "420it [04:02,  2.13it/s]/cluster/home/psarlin/HF-Net/hfnet/evaluation/utils/misc.py:15: RuntimeWarning: invalid value encountered in arccos\n",
      "  return np.rad2deg(np.abs(np.arccos(cos)))\n",
      "500it [04:45,  1.77it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "> netvlad_conv3-3\n",
      "average_num_keypoints     825.813\n",
      "matching_score            0.349\n",
      "pose_correctness          0.748\n",
      "mAP                       0.390\n",
      "{'experiment': 'netvlad/colmap', 'predictor': <function export_loader at 0x2aab1b1af620>, 'keypoint_predictor': <function export_loader at 0x2aab1b1af620>, 'keypoint_config': {'experiment': 'super_point_pytorch/colmap', 'do_nms': True, 'nms_thresh': 4, 'remove_borders': 4, 'keypoint_predictor': None}, 'binarize': False, 'num_features': 1000, 'do_ratio_test': True, 'correct_match_thresh': 5, 'correct_trans_thresh': 3, 'correct_rot_thresh': 1}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# NMS=4, N=1000, t_thresh=3, rot_thresh=1, match_thresh=5, all, no-upright"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  translation             sift             0.5 : 0.44    1  : 0.62    4  : 0.84 \n",
      "  translation             lfnet            0.5 : 0.39    1  : 0.59    4  : 0.83 \n",
      "  translation          superpoint          0.5 : 0.48    1  : 0.68    4  : 0.91 \n",
      "  translation    superpoint_harris-kpts    0.5 : 0.40    1  : 0.55    4  : 0.88 \n",
      "  translation             doap             0.5 : 0.51    1  : 0.73    4  : 0.93 \n",
      "  translation        netvlad_conv3-3       0.5 : 0.50    1  : 0.70    4  : 0.91 \n",
      "   rotation               sift            0.25 : 0.39    1  : 0.72   1.5 : 0.79 \n",
      "   rotation               lfnet           0.25 : 0.35    1  : 0.69   1.5 : 0.76 \n",
      "   rotation            superpoint         0.25 : 0.42    1  : 0.81   1.5 : 0.88 \n",
      "   rotation      superpoint_harris-kpts   0.25 : 0.26    1  : 0.71   1.5 : 0.81 \n",
      "   rotation               doap            0.25 : 0.44    1  : 0.85   1.5 : 0.89 \n",
      "   rotation          netvlad_conv3-3      0.25 : 0.46    1  : 0.81   1.5 : 0.85 \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/cluster/home/psarlin/HF-Net/env_cpu/lib/python3.6/site-packages/ipykernel_launcher.py:14: RuntimeWarning: invalid value encountered in greater\n",
      "  \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aac0ecfbc88>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "error_names = list(list(pose_recalls.values())[0].keys())\n",
    "expers = list(pose_recalls.keys())\n",
    "lim = {'translation': 5, 'rotation': 2}\n",
    "thresh = {'translation': [0.5, 1, 4], 'rotation': [0.25, 1, 1.5]}\n",
    "\n",
    "f, axes = plt.subplots(1, len(error_names), figsize=(8, 4), dpi=150)\n",
    "for error_name, ax in zip(error_names, axes):\n",
    "    for exper in expers:\n",
    "        steps, recall = pose_recalls[exper][error_name]\n",
    "        ax.set_xlim([0, lim[error_name]])\n",
    "        ax.plot(steps, recall*100, label=exper);\n",
    "        \n",
    "        s = f'{error_name:^15} {exper:^25}'\n",
    "        s += ''.join([f' {t:^5}: {recall[np.where(steps>t)[0].min()]:.2f} ' for t in thresh[error_name]])\n",
    "        print(s)\n",
    "        \n",
    "    ax.grid(color=[0.85]*3);\n",
    "    ax.set_xlabel(error_name);\n",
    "    ax.set_ylabel('Correctly localized queries (%)');\n",
    "    ax.legend(loc=4); \n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(left=0);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aab27d47c18>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "match_thresh = [0.9, 0.8, 0.75, 0.7, 0.6]\n",
    "plt.figure(dpi=150, figsize=(6, 4));\n",
    "for exper, (precision, recall, distances) in nn_pr.items():\n",
    "    plt.plot(recall, precision, label=exper);\n",
    "\n",
    "    for t in match_thresh:\n",
    "        op_idx = np.min(np.where(distances > t))\n",
    "        plt.plot(recall[op_idx], precision[op_idx], marker='o', color='k', markersize=2)\n",
    "        plt.annotate(str(t), xy=(recall[op_idx], precision[op_idx]))\n",
    "        \n",
    "plt.xlim(0, None)\n",
    "plt.xlabel('Recall'), plt.ylabel('Precision'); plt.legend(loc=3);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
